Automated and unobtrusive measurement of physical activity in an interactive playground

•Introduction of an automated, unobtrusive measure for player exertion based on top-down depth camera video.•Experimental validation of the measure and comparison with other, unobtrusive and sensor-based, exertion measures.•Demonstration that player exertion levels can be manipulated by tuning a single parameter in an interactive playground.